This notebook contains a set of analyses for analyzing Tytusmk’s boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine predictive models trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
Tytusmk | training | published before 2020 | 130 | 116 |
Tytusmk | validation | published 2020 | 6 | 3 |
Tytusmk | test | published after 2020 | 3 | 0 |
The main outcome we will be modeling for the user is owned, which refers to whether the user currently owns or has a previously owned a game in their collection. Our goal is to train a predictive model to learn the probability that a user will add a game to their collection based on its observable features. This amounts to looking at historical data and looking to find patterns that exist between features of games and games present in the user’s collection.
One of the models we trained was a decision tree, which looks for decision rules that can be used to separate games the user owns from games they don’t. The resulting model produces a decision corresponding to yes or no statements: to explain why the model predicts the user to own game, we start at the top of the tree and follow the rules that were learned from the training data.
Note: the tree below has been further pruned to make it easier to visualize.
Decision trees are highly interpretible models that are easy to train and can identify important interactions and nonlinearities present in the data. Individual trees have the drawback of being less predictive than other common models, but it can be useful to look at them to gain some understanding of key predictors and relationships found in the training data.
We can examine coefficients from another model we trained, which is a logistic regression with elastic net regularization (which I will refer to as a penalized logistic regression). Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability. To be precise, the coefficients indicate the effect of a particular feature on the log-odds of a user owning a game.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | User_Collection | All_Games | Ratio |
Tytusmk | Days Of Wonder | 3.8% | 0.2% | 22.25 |
Tytusmk | Renegade Game Studios | 3.8% | 0.4% | 9.83 |
Tytusmk | Dice With Icons | 10.0% | 1.1% | 9.50 |
Tytusmk | Asmodee | 20.0% | 2.5% | 7.92 |
Tytusmk | Solo Solitaire Game | 23.1% | 3.2% | 7.23 |
Tytusmk | Pegasus Spiele | 14.6% | 2.2% | 6.80 |
Tytusmk | ZMan Games | 9.2% | 1.4% | 6.53 |
Tytusmk | Artist Claus Stephan | 3.8% | 0.6% | 6.36 |
Tytusmk | Open Drafting | 30.8% | 8.2% | 3.73 |
Tytusmk | Set Collection | 33.8% | 13.2% | 2.56 |
Tytusmk | Fantasy | 30.0% | 11.8% | 2.54 |
Tytusmk | Crowdfunding Kickstarter | 29.2% | 12.5% | 2.34 |
Tytusmk | Hand Management | 46.9% | 20.1% | 2.34 |
Tytusmk | Animals | 13.1% | 6.1% | 2.15 |
Tytusmk | Negotiation | 0.8% | 3.2% | 0.24 |
Tytusmk | Wargame | 2.3% | 18.8% | 0.12 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
Displaying the 100 games from the training set with the highest probability of ownership, highlighting in blue games the user has owned.
Rank | Published | ID | Name | Pr(Owned) | Owned |
1 | 2019 | 286096 | Tapestry | 0.922 | no |
2 | 2013 | 133848 | Euphoria: Build a Better Dystopia | 0.826 | no |
3 | 2019 | 281946 | Aftermath | 0.822 | no |
4 | 2019 | 270971 | Era: Medieval Age | 0.806 | no |
5 | 2011 | 70919 | Takenoko | 0.778 | no |
6 | 2017 | 174430 | Gloomhaven | 0.643 | no |
7 | 2011 | 96848 | Mage Knight Board Game | 0.598 | yes |
8 | 2019 | 266192 | Wingspan | 0.590 | yes |
9 | 2018 | 199792 | Everdell | 0.544 | no |
10 | 2009 | 39683 | At the Gates of Loyang | 0.533 | no |
11 | 2008 | 38453 | Space Alert | 0.532 | no |
12 | 2016 | 169786 | Scythe | 0.529 | yes |
13 | 2017 | 233078 | Twilight Imperium: Fourth Edition | 0.527 | no |
14 | 2015 | 175878 | 504 | 0.506 | no |
15 | 2016 | 205398 | Citadels | 0.498 | no |
16 | 2014 | 150926 | Roll Through the Ages: The Iron Age | 0.497 | no |
17 | 2019 | 285984 | Last Bastion | 0.467 | yes |
18 | 2019 | 266507 | Clank!: Legacy – Acquisitions Incorporated | 0.459 | no |
19 | 2014 | 132531 | Roll for the Galaxy | 0.452 | yes |
20 | 2009 | 40692 | Small World | 0.407 | no |
21 | 2013 | 143693 | Glass Road | 0.406 | no |
22 | 2018 | 255692 | New Frontiers | 0.385 | no |
23 | 1997 | 42 | Tigris & Euphrates | 0.379 | no |
24 | 2012 | 104162 | Descent: Journeys in the Dark (Second Edition) | 0.367 | no |
25 | 2016 | 167791 | Terraforming Mars | 0.354 | yes |
26 | 2016 | 176083 | Hit Z Road | 0.338 | no |
27 | 2015 | 176165 | Dale of Merchants | 0.326 | no |
28 | 2008 | 37046 | Ghost Stories | 0.324 | no |
29 | 2010 | 68448 | 7 Wonders | 0.308 | yes |
30 | 2012 | 129622 | Love Letter | 0.299 | yes |
31 | 2006 | 25417 | BattleLore | 0.296 | no |
32 | 2017 | 224815 | Deca Slayer | 0.295 | no |
33 | 2007 | 31481 | Galaxy Trucker | 0.292 | no |
34 | 2019 | 283863 | The Magnificent | 0.290 | no |
35 | 2014 | 163412 | Patchwork | 0.290 | yes |
36 | 2005 | 15062 | Shadows over Camelot | 0.288 | no |
37 | 2014 | 159675 | Fields of Arle | 0.285 | no |
38 | 2014 | 157354 | Five Tribes | 0.272 | no |
39 | 2016 | 187645 | Star Wars: Rebellion | 0.271 | no |
40 | 2012 | 123096 | Space Cadets | 0.267 | no |
41 | 2014 | 148228 | Splendor | 0.262 | yes |
42 | 2014 | 156336 | Onirim (Second Edition) | 0.262 | no |
43 | 2014 | 154203 | Imperial Settlers | 0.256 | no |
44 | 2017 | 198740 | Lovecraft Letter | 0.253 | no |
45 | 2019 | 264220 | Tainted Grail: The Fall of Avalon | 0.246 | no |
46 | 2018 | 230253 | Star Realms: Frontiers | 0.245 | no |
47 | 2012 | 113294 | Escape: The Curse of the Temple | 0.231 | no |
48 | 2010 | 73439 | Troyes | 0.228 | no |
49 | 2010 | 62219 | Dominant Species | 0.228 | no |
50 | 2012 | 122515 | Keyflower | 0.228 | no |
51 | 2017 | 201825 | Ex Libris | 0.226 | no |
52 | 2005 | 14996 | Ticket to Ride: Europe | 0.226 | no |
53 | 2017 | 188920 | This War of Mine: The Board Game | 0.224 | no |
54 | 2016 | 182340 | Star Trek: Frontiers | 0.214 | no |
55 | 2015 | 163967 | Tiny Epic Galaxies | 0.213 | no |
56 | 2016 | 156858 | Black Orchestra | 0.207 | no |
57 | 2015 | 168435 | Between Two Cities | 0.206 | no |
58 | 2015 | 173319 | Lost Legacy: Second Chronicle – Vorpal Sword & Whitegold Spire | 0.204 | no |
59 | 2017 | 201186 | Summit: The Board Game | 0.203 | no |
60 | 2014 | 154458 | Akrotiri | 0.201 | no |
61 | 2017 | 226320 | My Little Scythe | 0.200 | yes |
62 | 2012 | 121921 | Robinson Crusoe: Adventures on the Cursed Island | 0.199 | yes |
63 | 2018 | 257321 | Gen7: A Crossroads Game | 0.197 | no |
64 | 2017 | 220308 | Gaia Project | 0.197 | no |
65 | 2015 | 183394 | Viticulture Essential Edition | 0.196 | no |
66 | 2013 | 146021 | Eldritch Horror | 0.186 | no |
67 | 2017 | 162886 | Spirit Island | 0.182 | yes |
68 | 2016 | 205637 | Arkham Horror: The Card Game | 0.182 | yes |
69 | 2008 | 33107 | Senji | 0.181 | no |
70 | 2016 | 195856 | Bloodborne: The Card Game | 0.179 | no |
71 | 2016 | 200680 | Agricola (Revised Edition) | 0.179 | no |
72 | 2019 | 264052 | Circadians: First Light | 0.178 | no |
73 | 2016 | 196326 | Love Letter Premium | 0.175 | no |
74 | 2019 | 217576 | Hellenica: Story of Greece | 0.172 | no |
75 | 2007 | 28143 | Race for the Galaxy | 0.172 | yes |
76 | 2011 | 108784 | Ascension: Storm of Souls | 0.170 | no |
77 | 2018 | 260428 | Pandemic: Fall of Rome | 0.163 | yes |
78 | 2019 | 244099 | Herbaceous Sprouts | 0.163 | no |
79 | 2006 | 22141 | Cleopatra and the Society of Architects | 0.162 | no |
80 | 2010 | 70512 | Luna | 0.161 | no |
81 | 2019 | 281259 | The Isle of Cats | 0.158 | no |
82 | 2019 | 257066 | Sierra West | 0.158 | no |
83 | 2010 | 25292 | Merchants & Marauders | 0.155 | no |
84 | 2017 | 199561 | Sagrada | 0.154 | yes |
85 | 2008 | 37380 | Roll Through the Ages: The Bronze Age | 0.154 | yes |
86 | 2010 | 65200 | Asteroyds | 0.154 | no |
87 | 2013 | 140620 | Lewis & Clark: The Expedition | 0.154 | no |
88 | 2004 | 9220 | Saboteur | 0.152 | no |
89 | 2016 | 191189 | Aeon's End | 0.146 | yes |
90 | 2017 | 197376 | Charterstone | 0.140 | yes |
91 | 2013 | 52461 | Legacy: The Testament of Duke de Crecy | 0.140 | no |
92 | 2007 | 31260 | Agricola | 0.140 | yes |
93 | 2019 | 265736 | Tiny Towns | 0.136 | no |
94 | 2017 | 221194 | Dinosaur Island | 0.135 | no |
95 | 2009 | 45315 | Dungeon Lords | 0.134 | no |
96 | 2011 | 70149 | Ora et Labora | 0.134 | no |
97 | 2018 | 244711 | Newton | 0.133 | no |
98 | 2004 | 10630 | Memoir '44 | 0.131 | yes |
99 | 2010 | 65907 | Mystery Express | 0.130 | no |
100 | 2008 | 30549 | Pandemic | 0.130 | yes |
This section contains a variety of visualizations and metrics for assessing the performance of the model(s) during resampling. If you’re not particularly interested in predictive modeling, skip down further to the predictions from the model.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can more formally assess how well each model did in resampling by looking at the area under the receiver operating characteristic curve. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
wflow_id | .metric | .estimator | .estimate |
GLM | roc_auc | binary | 0.89 |
Decision Tree | roc_auc | binary | 0.73 |
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
While we are probably more interested in the lift provided by the models to evaluate their efficacy, we can also explore the optimal cutpoint if we wanted to define a hard threshold for identifying games a user will own vs not own.
The threshold we select depends on how we much we care about false positives (games the model predicts that the user does not own) vs false negatives (games the user owns that the model does not predict). We can toggle threshold to
Finally, we can understand the performance of the model by examining its calibration. If the model assigns a probability of 5%, how often does the outcome actually occur? A well calibrated model is one in which the predicted probabilities reflect the probabilities we would observe in the actual data. We can assess the calibration of a model by grouping its predictions into bins and assessing how often we observe the outcome versus how often our model expects to observe the outcome.
A model that is well calibrated will closely follow the dashed line - its expected probabilities match that of the observed probabilities. A model that consistently underestimates the probability of the event will be over this dashed line, be a while a model that overestimates the probability will be under the dashed line.
What games does the model think Tytusmk is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2019 | 286096 | Tapestry | 0.922 | no |
2013 | 133848 | Euphoria: Build a Better Dystopia | 0.826 | no |
2019 | 281946 | Aftermath | 0.822 | no |
2019 | 270971 | Era: Medieval Age | 0.806 | no |
2011 | 70919 | Takenoko | 0.778 | no |
What games does the model think Tytusmk is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2015 | 169649 | Sapiens | 0.001 | yes |
2004 | 17136 | DaVinci's Challenge | 0.001 | yes |
2009 | 40834 | Dominion: Intrigue | 0.001 | yes |
2009 | 41186 | Monopoly City | 0.002 | yes |
2011 | 101796 | SUTAKKU | 0.002 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Descent: Journeys in the Dark (Second Edition) | Euphoria: Build a Better Dystopia | Roll Through the Ages: The Iron Age | 504 | Scythe | Gloomhaven | Everdell | Tapestry |
2 | Love Letter | Glass Road | Roll for the Galaxy | Dale of Merchants | Citadels | Twilight Imperium: Fourth Edition | New Frontiers | Aftermath |
3 | Space Cadets | Eldritch Horror | Patchwork | Tiny Epic Galaxies | Terraforming Mars | Deca Slayer | Star Realms: Frontiers | Era: Medieval Age |
4 | Escape: The Curse of the Temple | Lewis & Clark: The Expedition | Fields of Arle | Between Two Cities | Hit Z Road | Lovecraft Letter | Gen7: A Crossroads Game | Wingspan |
5 | Keyflower | Legacy: The Testament of Duke de Crecy | Five Tribes | Lost Legacy: Second Chronicle – Vorpal Sword & Whitegold Spire | Star Wars: Rebellion | Ex Libris | Pandemic: Fall of Rome | Last Bastion |
6 | Robinson Crusoe: Adventures on the Cursed Island | Caverna: The Cave Farmers | Splendor | Viticulture Essential Edition | Star Trek: Frontiers | This War of Mine: The Board Game | Newton | Clank!: Legacy – Acquisitions Incorporated |
7 | Clash of Cultures | Room 25 | Onirim (Second Edition) | Heroes | Black Orchestra | Summit: The Board Game | Architects of the West Kingdom | The Magnificent |
8 | Seasons | The Little Prince: Make Me a Planet | Imperial Settlers | SteamRollers | Arkham Horror: The Card Game | My Little Scythe | Heroes of Terrinoth | Tainted Grail: The Fall of Avalon |
9 | Terra Mystica | Forbidden Desert | Akrotiri | Metal Adventures | Bloodborne: The Card Game | Gaia Project | Vengeance | Circadians: First Light |
10 | Il Vecchio | Tash-Kalar: Arena of Legends | DungeonQuest Revised Edition | Lanterns: The Harvest Festival | Agricola (Revised Edition) | Spirit Island | Reykholt | Hellenica: Story of Greece |
11 | Smash Up | Pathfinder Adventure Card Game: Rise of the Runelords – Base Set | Nations: The Dice Game | Codenames | Love Letter Premium | Sagrada | Ticket to Ride: New York | Herbaceous Sprouts |
12 | Archipelago | Impulse | Pandemic: The Cure | Sylvion | Aeon's End | Charterstone | Rising Sun | The Isle of Cats |
13 | Mice and Mystics | BANG! The Dice Game | Gaïa | Blood Rage | Cottage Garden | Dinosaur Island | Underwater Cities | Sierra West |
14 | Wiz-War (Eighth Edition) | Viticulture | Dragon's Hoard | March of the Ants | Unicornus Knights | Pandemic: Rising Tide | Star Wars: X-Wing (Second Edition) | Tiny Towns |
15 | Ginkgopolis | Relic Runners | Neptun | Love Letter: The Hobbit – The Battle of the Five Armies | Honshū | Indian Summer | Patchwork Express | Yukon Airways |
16 | Suburbia | Gravwell: Escape from the 9th Dimension | Belle of the Ball | Raptor | Quadropolis | Codenames: Disney – Family Edition | Dice Settlers | It's a Wonderful World |
17 | Shadows over Camelot: The Card Game | Eight-Minute Empire: Legends | Roll Through the Ages: The Iron Age with Mediterranean Expansion | Love Letter: Star Wars | Conan | Ticket to Ride: Germany | Lords of Hellas | Pandemic: Rapid Response |
18 | Exile Sun | Rococo | Deus | Exploding Kittens | Star Wars: Destiny | Bargain Quest | Renegade | Nova Luna |
19 | Zombicide | Patchistory | Abyss | Zaginione Dziedzictwo: Wieża Białozłota | A Feast for Odin | Bears vs Babies | Hokkaido | The Lord of the Rings: Journeys in Middle-Earth |
20 | Zug um Zug: Deutschland | BattleCON: Devastation of Indines | Carcassonne: Gold Rush | Zaginione Dziedzictwo: Gwiezdne Ostrze | Captain Sonar | Pandemic Legacy: Season 2 | The World of SMOG: Rise of Moloch | Maracaibo |
21 | Tokaido | Koi Pond: A Coy Card Game | Lost Legacy: Binbo Tantei to Inbo no Shiro | FUSE | Roll Player | Codenames: Duet | Coimbra | Middara: Unintentional Malum – Act 1 |
22 | Ascension: Immortal Heroes | Bruxelles 1893 | Legendary Encounters: An Alien Deck Building Game | Lost Legacy: Third Chronicle – Sacred Grail & Staff of Dragons | Ticket to Ride: Rails & Sails | Exploding Kittens: Newbie Edition | Les Aventuriers du Rail Express | Love Letter |
23 | Libertalia | Cappuccino | VivaJava: The Coffee Game: The Dice Game | Mombasa | Covert | Century: Spice Road | Street Masters | Aeon's End: Legacy |
24 | Zooloretto: The Dice Game | Zpocalypse | Gods' Gambit | Ashes Reborn: Rise of the Phoenixborn | Niña & Pinta | First Martians: Adventures on the Red Planet | Root | Paladins of the West Kingdom |
25 | Mage Wars Arena | Berserk: War of the Realms | Arcadia Quest | Star Realms: Colony Wars | Mansions of Madness: Second Edition | Dice Forge | The City of Kings | Black Angel |
This is an interactive table for the model’s predictions for the training set (from resampling).
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2020?
username | outcome | dataset | method | .metric | .estimate |
Tytusmk | owned | validation | GLM | roc_auc | 0.855 |
Tytusmk | owned | validation | Decision Tree | roc_auc | 0.578 |
Table of top 50 games from 2020, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 184267 | On Mars | 0.376 | no |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.374 | no |
2020 | 233262 | Tidal Blades: Heroes of the Reef | 0.344 | no |
2020 | 316377 | 7 Wonders (Second Edition) | 0.302 | no |
2020 | 292333 | Cowboys II: Cowboys & Indians Edition | 0.296 | no |
2020 | 304285 | Infinity Gauntlet: A Love Letter Game | 0.286 | no |
2020 | 262208 | Dungeon Drop | 0.161 | yes |
2020 | 296151 | Viscounts of the West Kingdom | 0.154 | no |
2020 | 300322 | Hallertau | 0.143 | no |
2020 | 293556 | Gloomy Graves | 0.123 | no |
2020 | 312804 | Pendulum | 0.109 | no |
2020 | 309113 | Ticket to Ride: Amsterdam | 0.103 | no |
2020 | 316554 | Dune: Imperium | 0.100 | no |
2020 | 309630 | Small World of Warcraft | 0.098 | no |
2020 | 246900 | Eclipse: Second Dawn for the Galaxy | 0.088 | no |
2020 | 283155 | Calico | 0.084 | no |
2020 | 299252 | Here to Slay | 0.077 | no |
2020 | 302723 | Forgotten Waters | 0.076 | no |
2020 | 284742 | Honey Buzz | 0.075 | no |
2020 | 314040 | Pandemic Legacy: Season 0 | 0.072 | no |
2020 | 302310 | Nanaki | 0.066 | no |
2020 | 302465 | Obsidia | 0.066 | no |
2020 | 299074 | Space Battle Lunchtime Card Game | 0.063 | no |
2020 | 256317 | Guild Master | 0.062 | no |
2020 | 301880 | Raiders of Scythia | 0.059 | no |
2020 | 262274 | D6: Dungeons, Dudes, Dames, Danger, Dice and Dragons! | 0.059 | no |
2020 | 248125 | Monumental | 0.059 | no |
2020 | 256940 | Krosmaster: Blast | 0.058 | no |
2020 | 298572 | Cosmic Encounter Duel | 0.057 | no |
2020 | 307844 | Atheneum: Mystic Library | 0.057 | no |
2020 | 293678 | Stellar | 0.056 | no |
2020 | 236861 | Full Moon Jacket | 0.055 | no |
2020 | 282922 | Windward | 0.054 | no |
2020 | 301919 | Pandemic: Hot Zone – North America | 0.053 | no |
2020 | 207486 | Infinities: Defiance of Fate | 0.052 | no |
2020 | 267009 | Rome & Roll | 0.051 | no |
2020 | 306481 | Tawantinsuyu: The Inca Empire | 0.051 | no |
2020 | 299452 | Dale of Merchants 3 | 0.050 | no |
2020 | 266188 | Seven Bridges | 0.046 | no |
2020 | 293014 | Nidavellir | 0.046 | no |
2020 | 279537 | The Search for Planet X | 0.045 | no |
2020 | 299179 | Chancellorsville 1863 | 0.040 | no |
2020 | 270109 | Iwari | 0.040 | no |
2020 | 299592 | Beez | 0.039 | no |
2020 | 304420 | Bonfire | 0.039 | no |
2020 | 299317 | Aeon's End: Outcasts | 0.037 | no |
2020 | 302417 | Mia London and the Case of the 625 Scoundrels | 0.037 | no |
2020 | 312346 | Munchkin Disney | 0.035 | no |
2020 | 288169 | The Fox in the Forest Duet | 0.035 | no |
2020 | 282246 | Camp Pinetop | 0.034 | no |
We can then refit our model to the training and validation set in order to predict all upcoming games for the user.
Examine the top 100 upcoming games, highlighting in blue ones the user already owns.
Published | ID | Name | Pr(Owned) | Owned |
2022 | 331106 | The Witcher: Old World | 0.494 | no |
2021 | 329465 | Red Rising | 0.265 | no |
2021 | 285967 | Ankh: Gods of Egypt | 0.188 | no |
2021 | 290236 | Canvas | 0.186 | no |
2023 | 347909 | Rogue Angels: Legacy of the Burning Suns | 0.169 | no |
2021 | 339905 | Love Letter: Princess Princess Ever After | 0.154 | no |
2022 | 356033 | Libertalia: Winds of Galecrest | 0.145 | no |
2022 | 310873 | Carnegie | 0.145 | no |
2022 | 295770 | Frosthaven | 0.136 | no |
2021 | 329670 | Pandemic: Hot Zone – Europe | 0.134 | no |
2021 | 331549 | MiniQuest Adventures | 0.131 | no |
2022 | 304051 | Creature Comforts | 0.130 | no |
2022 | 322524 | Bardsung | 0.128 | no |
2021 | 298102 | Roll Camera!: The Filmmaking Board Game | 0.125 | no |
2022 | 273814 | Deliverance | 0.122 | no |
2022 | 349067 | The Lord of the Rings: The Card Game – Revised Core Set | 0.118 | no |
2021 | 301366 | Caves of Rwenzori | 0.105 | no |
2021 | 314491 | Meadow | 0.102 | no |
2021 | 249277 | Brazil: Imperial | 0.102 | no |
2022 | 251661 | Oathsworn: Into the Deepwood | 0.094 | no |
2021 | 342848 | World of Warcraft: Wrath of the Lich King | 0.091 | no |
2021 | 273330 | Bloodborne: The Board Game | 0.089 | no |
2021 | 291859 | Riftforce | 0.089 | no |
2021 | 340466 | Unfathomable | 0.081 | no |
2021 | 340237 | Wonder Book | 0.073 | no |
2021 | 291572 | Oath: Chronicles of Empire and Exile | 0.073 | no |
2022 | 330950 | Age of Galaxy | 0.070 | no |
2021 | 283387 | Rocketmen | 0.065 | no |
2021 | 340834 | Gravwell: 2nd Edition | 0.064 | no |
2021 | 305682 | Rolling Realms | 0.063 | no |
2021 | 280984 | Ruins: Death Binder | 0.062 | no |
2022 | 288080 | Dice Realms | 0.060 | no |
2022 | 349793 | Age of Rome | 0.059 | no |
2021 | 295785 | Euthia: Torment of Resurrection | 0.058 | no |
2021 | 320960 | Roll In One | 0.057 | no |
2022 | 338460 | The Isle of Cats: Explore & Draw | 0.057 | no |
2022 | 305096 | Endless Winter: Paleoamericans | 0.056 | no |
2021 | 287608 | Epic Card Game: Duels | 0.055 | no |
2021 | 310192 | Overboss: A Boss Monster Adventure | 0.054 | no |
2022 | 317321 | Darkest Dungeon: The Board Game | 0.054 | no |
2021 | 339789 | Welcome to the Moon | 0.053 | no |
2021 | 257706 | Zoo-ography | 0.053 | no |
2022 | 317511 | Tindaya | 0.052 | no |
2021 | 336382 | Marvel United: X-Men | 0.052 | no |
2021 | 331635 | Kameloot | 0.051 | no |
2021 | 342942 | Ark Nova | 0.051 | no |
2022 | 275284 | Arkeis | 0.051 | no |
2021 | 332420 | Nexum: Galaxy | 0.049 | no |
2021 | 339906 | The Hunger | 0.048 | no |
2021 | 331212 | Aeon's End: Legacy of Gravehold | 0.048 | no |
2021 | 292126 | Excavation Earth | 0.047 | no |
2022 | 334065 | Verdant | 0.043 | no |
2022 | 326945 | Castles of Mad King Ludwig: Collector's Edition | 0.043 | no |
2021 | 347137 | Chronicles of Avel | 0.043 | no |
2022 | 258779 | Planet Unknown | 0.042 | no |
2021 | 336195 | League of Dungeoneers | 0.042 | no |
2021 | 339484 | Savannah Park | 0.042 | no |
2021 | 295947 | Cascadia | 0.041 | no |
2021 | 329593 | Settlement | 0.040 | no |
2022 | 252315 | The Everrain | 0.040 | no |
2021 | 314088 | Agropolis | 0.039 | no |
2021 | 338980 | Eastern Empires | 0.038 | no |
2021 | 322708 | Descent: Legends of the Dark | 0.038 | no |
2021 | 308989 | Bristol 1350 | 0.037 | no |
2021 | 266448 | Imperium: The Contention | 0.037 | no |
2021 | 298229 | Steampunk Rally Fusion | 0.037 | no |
2023 | 312959 | Rallyman: DIRT | 0.037 | no |
2022 | 331398 | Mythic Battles: Ragnarök | 0.036 | no |
2021 | 346703 | 7 Wonders: Architects | 0.036 | no |
2022 | 283137 | Human Punishment: The Beginning | 0.036 | no |
2021 | 340909 | Gloomholdin' | 0.035 | no |
2021 | 320136 | Naruto: Ninja Arena | 0.035 | no |
2022 | 294880 | Chai: Tea for 2 | 0.035 | no |
2021 | 319792 | Fly-A-Way | 0.034 | no |
2021 | 348461 | Castle Break | 0.034 | no |
2021 | 308566 | Nova Lux | 0.034 | no |
2022 | 300217 | Merchants of the Dark Road | 0.034 | no |
2022 | 275215 | Namiji | 0.034 | no |
2022 | 318838 | Quests & Cannons: The Risen Islands | 0.033 | no |
2021 | 344277 | Corrosion | 0.033 | no |
2021 | 315234 | Embarcadero | 0.033 | no |
2021 | 260524 | Beyond Humanity: Colonies | 0.033 | no |
2021 | 336794 | Galaxy Trucker | 0.033 | no |
2022 | 311988 | Frostpunk: The Board Game | 0.032 | no |
2021 | 310641 | Ostium | 0.032 | no |
2022 | 335427 | Wild: Serengeti | 0.032 | no |
2021 | 275061 | Rulebenders | 0.032 | no |
2021 | 239189 | Chronicle X | 0.032 | no |
2021 | 328479 | Living Forest | 0.031 | no |
2021 | 313841 | Lunar Base | 0.031 | no |
2022 | 347703 | First Rat | 0.031 | no |
2021 | 307862 | Dollars to Donuts | 0.031 | no |
2021 | 277700 | Merchants Cove | 0.031 | no |
2021 | 334782 | Bayou Bash | 0.031 | no |
2022 | 281258 | Sub Terra II: Inferno's Edge | 0.030 | no |
2023 | 274471 | Malhya: Lands of Legends | 0.030 | no |
2023 | 337627 | Voidfall | 0.030 | no |
2021 | 315767 | Cartographers Heroes | 0.030 | no |
2021 | 256680 | Return to Dark Tower | 0.029 | no |
2022 | 284842 | So, You've Been Eaten | 0.029 | no |